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            "_view_name": "LayoutView",
            "grid_template_rows": null,
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            "_view_module": "@jupyter-widgets/base",
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    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-MYot7DJh9kk"
      },
      "source": [
        "See code at https://github.com/google-research/vision_transformer/\n",
        "\n",
        "See paper at https://arxiv.org/abs/2010.11929\n",
        "\n",
        "This Colab allows you to run the [JAX](https://jax.readthedocs.org) implementation of the Vision Transformer."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "sXhZm0kpPpH6"
      },
      "source": [
        "##### Copyright 2020 Google LLC."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KfmzfvFxPuk7",
        "cellView": "both"
      },
      "source": [
        "#@title Licensed under the Apache License, Version 2.0 (the \"License\");\n",
        "# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
        "# you may not use this file except in compliance with the License.\n",
        "# You may obtain a copy of the License at\n",
        "#\n",
        "# https://www.apache.org/licenses/LICENSE-2.0\n",
        "#\n",
        "# Unless required by applicable law or agreed to in writing, software\n",
        "# distributed under the License is distributed on an \"AS IS\" BASIS,\n",
        "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
        "# See the License for the specific language governing permissions and\n",
        "# limitations under the License."
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iOVCm4CnP1Do"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/google-research/vision_transformer/blob/master/vit_jax.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cyD76dm5JaeW"
      },
      "source": [
        "### Setup\n",
        "\n",
        "Needs to be executed once in every VM.\n",
        "\n",
        "The cell below downloads the code from Github and install necessary dependencies."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zZvI8OXt78sj",
        "cellView": "form",
        "outputId": "3244d805-9cb6-4c91-aa9e-a5bd3d4518da",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "#@markdown Select whether you would like to store data in your personal drive.\n",
        "#@markdown\n",
        "#@markdown If you select **yes**, you will need to authorize Colab to access\n",
        "#@markdown your personal drive\n",
        "#@markdown\n",
        "#@markdown If you select **no**, then any changes you make will diappear when\n",
        "#@markdown this Colab's VM restarts after some time of inactivity...\n",
        "use_gdrive = 'no'  #@param [\"yes\", \"no\"]\n",
        "\n",
        "if use_gdrive == 'yes':\n",
        "  from google.colab import drive\n",
        "  drive.mount('/gdrive')\n",
        "  root = '/gdrive/My Drive/vision_transformer_colab'\n",
        "  import os\n",
        "  if not os.path.isdir(root):\n",
        "    os.mkdir(root)\n",
        "  os.chdir(root)\n",
        "  print(f'\\nChanged CWD to \"{root}\"')\n",
        "else:\n",
        "  from IPython import display\n",
        "  display.display(display.HTML(\n",
        "      '<h1 style=\"color:red\">CHANGES NOT PERSISTED</h1>'))"
      ],
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Drive already mounted at /gdrive; to attempt to forcibly remount, call drive.mount(\"/gdrive\", force_remount=True).\n",
            "\n",
            "Changed CWD to \"/gdrive/My Drive/vision_transformer_colab\"\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GeEy6gN71CDa",
        "outputId": "5a879ed4-0a2b-4e10-c6c3-7e45c8a4d1d7",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# Clone repository and pull latest changes.\n",
        "![ -d vision_transformer ] || git clone --depth=1 https://github.com/google-research/vision_transformer\n",
        "!cd vision_transformer && git pull"
      ],
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Already up to date.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sCN4d-GQJdU4"
      },
      "source": [
        "!pip install -qr vision_transformer/vit_jax/requirements.txt"
      ],
      "execution_count": 34,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bcLBTSXuNjK6"
      },
      "source": [
        "### Imports"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BcnlJF7FKTfD",
        "outputId": "e5f20679-444e-4b64-e0f2-cb3077639422",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# Shows all available pre-trained models.\n",
        "!gsutil ls -lh gs://vit_models/*"
      ],
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "      65 B  2020-10-21T07:59:00Z  gs://vit_models/README.txt\n",
            "\n",
            "gs://vit_models/imagenet21k+imagenet2012/:\n",
            " 331.4 MiB  2020-10-20T11:48:22Z  gs://vit_models/imagenet21k+imagenet2012/ViT-B_16.npz\n",
            "336.89 MiB  2020-10-20T11:47:36Z  gs://vit_models/imagenet21k+imagenet2012/ViT-B_32.npz\n",
            "  1.14 GiB  2020-10-20T11:53:44Z  gs://vit_models/imagenet21k+imagenet2012/ViT-L_16.npz\n",
            "  1.14 GiB  2020-10-20T11:50:56Z  gs://vit_models/imagenet21k+imagenet2012/ViT-L_32.npz\n",
            "\n",
            "gs://vit_models/imagenet21k/:\n",
            "393.69 MiB  2020-10-19T10:27:41Z  gs://vit_models/imagenet21k/ViT-B_16.npz\n",
            "TOTAL: 6 objects, 3559218115 bytes (3.31 GiB)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6ztOhq_fzZyO"
      },
      "source": [
        "# Download a pre-trained model.\n",
        "model = 'ViT-B_16'\n",
        "![ -e \"$model\".npz ] || gsutil cp gs://vit_models/imagenet21k/\"$model\".npz ."
      ],
      "execution_count": 97,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4EzOChfJeVrU",
        "cellView": "form",
        "outputId": "3390bcfc-1b71-4ba3-e66c-ec313c6b3ea1",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "#@markdown TPU setup : Boilerplate for connecting JAX to TPU.\n",
        "\n",
        "import os\n",
        "if 'google.colab' in str(get_ipython()) and 'COLAB_TPU_ADDR' in os.environ:\n",
        "  # Make sure the Colab Runtime is set to Accelerator: TPU.\n",
        "  import requests\n",
        "  if 'TPU_DRIVER_MODE' not in globals():\n",
        "    url = 'http://' + os.environ['COLAB_TPU_ADDR'].split(':')[0] + ':8475/requestversion/tpu_driver0.1-dev20191206'\n",
        "    resp = requests.post(url)\n",
        "    TPU_DRIVER_MODE = 1\n",
        "\n",
        "  # The following is required to use TPU Driver as JAX's backend.\n",
        "  from jax.config import config\n",
        "  config.FLAGS.jax_xla_backend = \"tpu_driver\"\n",
        "  config.FLAGS.jax_backend_target = \"grpc://\" + os.environ['COLAB_TPU_ADDR']\n",
        "  print('Registered TPU:', config.FLAGS.jax_backend_target)\n",
        "else:\n",
        "  print('No TPU detected. Can be changed under \"Runtime/Change runtime type\".')"
      ],
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Registered TPU: grpc://10.92.152.130:8470\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "igqZ6qYNeHWo",
        "outputId": "5cc488f1-553b-4054-9ad9-0069d34c21ac",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "import flax\n",
        "import jax\n",
        "from matplotlib import pyplot as plt\n",
        "import numpy as np\n",
        "import tqdm\n",
        "\n",
        "# Shows the number of available devices.\n",
        "# In a CPU/GPU runtime this will be a single device.\n",
        "# In a TPU runtime this will be 8 cores.\n",
        "jax.local_devices()"
      ],
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[TpuDevice(id=0, host_id=0, coords=(0,0,0), core_on_chip=0),\n",
              " TpuDevice(id=1, host_id=0, coords=(0,0,0), core_on_chip=0),\n",
              " TpuDevice(id=2, host_id=0, coords=(0,0,0), core_on_chip=0),\n",
              " TpuDevice(id=3, host_id=0, coords=(0,0,0), core_on_chip=0),\n",
              " TpuDevice(id=4, host_id=0, coords=(0,0,0), core_on_chip=0),\n",
              " TpuDevice(id=5, host_id=0, coords=(0,0,0), core_on_chip=0),\n",
              " TpuDevice(id=6, host_id=0, coords=(0,0,0), core_on_chip=0),\n",
              " TpuDevice(id=7, host_id=0, coords=(0,0,0), core_on_chip=0)]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 49
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9TuMn31fNj0T",
        "outputId": "d458ac73-c110-47d7-cb51-1ba82ebf2c82",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        }
      },
      "source": [
        "# Open some code files in a split editor on the right.\n",
        "# You can open more files in the file tab on the left.\n",
        "from google.colab import files\n",
        "files.view('vision_transformer/vit_jax/checkpoint.py')\n",
        "files.view('vision_transformer/vit_jax/input_pipeline.py')\n",
        "files.view('vision_transformer/vit_jax/models.py')\n",
        "files.view('vision_transformer/vit_jax/momentum_clip.py')\n",
        "files.view('vision_transformer/vit_jax/train.py')\n",
        "files.view('vision_transformer/vit_jax/hyper.py')"
      ],
      "execution_count": 85,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "      ((filepath) => {{\n",
              "        if (!google.colab.kernel.accessAllowed) {{\n",
              "          return;\n",
              "        }}\n",
              "        google.colab.files.view(filepath);\n",
              "      }})(\"/gdrive/My Drive/vision_transformer_colab/vision_transformer/vit_jax/__init__.py\")"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "      ((filepath) => {{\n",
              "        if (!google.colab.kernel.accessAllowed) {{\n",
              "          return;\n",
              "        }}\n",
              "        google.colab.files.view(filepath);\n",
              "      }})(\"/gdrive/My Drive/vision_transformer_colab/vision_transformer/vit_jax/checkpoint.py\")"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "      ((filepath) => {{\n",
              "        if (!google.colab.kernel.accessAllowed) {{\n",
              "          return;\n",
              "        }}\n",
              "        google.colab.files.view(filepath);\n",
              "      }})(\"/gdrive/My Drive/vision_transformer_colab/vision_transformer/vit_jax/checkpoint_test.py\")"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "      ((filepath) => {{\n",
              "        if (!google.colab.kernel.accessAllowed) {{\n",
              "          return;\n",
              "        }}\n",
              "        google.colab.files.view(filepath);\n",
              "      }})(\"/gdrive/My Drive/vision_transformer_colab/vision_transformer/vit_jax/configs.py\")"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "      ((filepath) => {{\n",
              "        if (!google.colab.kernel.accessAllowed) {{\n",
              "          return;\n",
              "        }}\n",
              "        google.colab.files.view(filepath);\n",
              "      }})(\"/gdrive/My Drive/vision_transformer_colab/vision_transformer/vit_jax/flags.py\")"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "      ((filepath) => {{\n",
              "        if (!google.colab.kernel.accessAllowed) {{\n",
              "          return;\n",
              "        }}\n",
              "        google.colab.files.view(filepath);\n",
              "      }})(\"/gdrive/My Drive/vision_transformer_colab/vision_transformer/vit_jax/hyper.py\")"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "      ((filepath) => {{\n",
              "        if (!google.colab.kernel.accessAllowed) {{\n",
              "          return;\n",
              "        }}\n",
              "        google.colab.files.view(filepath);\n",
              "      }})(\"/gdrive/My Drive/vision_transformer_colab/vision_transformer/vit_jax/input_pipeline.py\")"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "      ((filepath) => {{\n",
              "        if (!google.colab.kernel.accessAllowed) {{\n",
              "          return;\n",
              "        }}\n",
              "        google.colab.files.view(filepath);\n",
              "      }})(\"/gdrive/My Drive/vision_transformer_colab/vision_transformer/vit_jax/logging.py\")"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "      ((filepath) => {{\n",
              "        if (!google.colab.kernel.accessAllowed) {{\n",
              "          return;\n",
              "        }}\n",
              "        google.colab.files.view(filepath);\n",
              "      }})(\"/gdrive/My Drive/vision_transformer_colab/vision_transformer/vit_jax/models.py\")"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "      ((filepath) => {{\n",
              "        if (!google.colab.kernel.accessAllowed) {{\n",
              "          return;\n",
              "        }}\n",
              "        google.colab.files.view(filepath);\n",
              "      }})(\"/gdrive/My Drive/vision_transformer_colab/vision_transformer/vit_jax/models_test.py\")"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "      ((filepath) => {{\n",
              "        if (!google.colab.kernel.accessAllowed) {{\n",
              "          return;\n",
              "        }}\n",
              "        google.colab.files.view(filepath);\n",
              "      }})(\"/gdrive/My Drive/vision_transformer_colab/vision_transformer/vit_jax/momentum_clip.py\")"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "      ((filepath) => {{\n",
              "        if (!google.colab.kernel.accessAllowed) {{\n",
              "          return;\n",
              "        }}\n",
              "        google.colab.files.view(filepath);\n",
              "      }})(\"/gdrive/My Drive/vision_transformer_colab/vision_transformer/vit_jax/train.py\")"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "      ((filepath) => {{\n",
              "        if (!google.colab.kernel.accessAllowed) {{\n",
              "          return;\n",
              "        }}\n",
              "        google.colab.files.view(filepath);\n",
              "      }})(\"/gdrive/My Drive/vision_transformer_colab/vision_transformer/vit_jax/train_test.py\")"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sjN0_b-YbaHu"
      },
      "source": [
        "# Import files from repository.\n",
        "# Updating the files in the editor on the right will immediately update the\n",
        "# modules by re-importing them.\n",
        "\n",
        "import sys\n",
        "if './vision_transformer' not in sys.path:\n",
        "  sys.path.append('./vision_transformer')\n",
        "\n",
        "%load_ext autoreload\n",
        "%autoreload 2\n",
        "\n",
        "from vit_jax import checkpoint\n",
        "from vit_jax import hyper\n",
        "from vit_jax import input_pipeline\n",
        "from vit_jax import logging\n",
        "from vit_jax import models\n",
        "from vit_jax import momentum_clip\n",
        "from vit_jax import train\n",
        "\n",
        "logger = logging.setup_logger('./logs')"
      ],
      "execution_count": 51,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GojydzsXgknd"
      },
      "source": [
        "# Helper functions for images.\n",
        "\n",
        "labelnames = dict(\n",
        "  # https://www.cs.toronto.edu/~kriz/cifar.html\n",
        "  cifar10=('airplane', 'automobile', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck'),\n",
        "  # https://www.cs.toronto.edu/~kriz/cifar.html\n",
        "  cifar100=('apple', 'aquarium_fish', 'baby', 'bear', 'beaver', 'bed', 'bee', 'beetle', 'bicycle', 'bottle', 'bowl', 'boy', 'bridge', 'bus', 'butterfly', 'camel', 'can', 'castle', 'caterpillar', 'cattle', 'chair', 'chimpanzee', 'clock', 'cloud', 'cockroach', 'couch', 'crab', 'crocodile', 'cup', 'dinosaur', 'dolphin', 'elephant', 'flatfish', 'forest', 'fox', 'girl', 'hamster', 'house', 'kangaroo', 'computer_keyboard', 'lamp', 'lawn_mower', 'leopard', 'lion', 'lizard', 'lobster', 'man', 'maple_tree', 'motorcycle', 'mountain', 'mouse', 'mushroom', 'oak_tree', 'orange', 'orchid', 'otter', 'palm_tree', 'pear', 'pickup_truck', 'pine_tree', 'plain', 'plate', 'poppy', 'porcupine', 'possum', 'rabbit', 'raccoon', 'ray', 'road', 'rocket', 'rose', 'sea', 'seal', 'shark', 'shrew', 'skunk', 'skyscraper', 'snail', 'snake', 'spider', 'squirrel', 'streetcar', 'sunflower', 'sweet_pepper', 'table', 'tank', 'telephone', 'television', 'tiger', 'tractor', 'train', 'trout', 'tulip', 'turtle', 'wardrobe', 'whale', 'willow_tree', 'wolf', 'woman', 'worm')\n",
        ")\n",
        "def make_label_getter(dataset):\n",
        "  \"\"\"Returns a function converting label indices to names.\"\"\"\n",
        "  def getter(label):\n",
        "    if dataset in labelnames:\n",
        "      return labelnames[dataset][label]\n",
        "    return f'label={label}'\n",
        "  return getter\n",
        "\n",
        "def show_img(img, ax=None, title=None):\n",
        "  \"\"\"Shows a single image.\"\"\"\n",
        "  if ax is None:\n",
        "    ax = plt.gca()\n",
        "  ax.imshow(img[...])\n",
        "  ax.set_xticks([])\n",
        "  ax.set_yticks([])\n",
        "  if title:\n",
        "    ax.set_title(title)\n",
        "\n",
        "def show_img_grid(imgs, titles):\n",
        "  \"\"\"Shows a grid of images.\"\"\"\n",
        "  n = int(np.ceil(len(imgs)**.5))\n",
        "  _, axs = plt.subplots(n, n, figsize=(3 * n, 3 * n))\n",
        "  for i, (img, title) in enumerate(zip(imgs, titles)):\n",
        "    img = (img + 1) / 2  # Denormalize\n",
        "    show_img(img, axs[i // n][i % n], title)"
      ],
      "execution_count": 57,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QZfK1vIIMmFz"
      },
      "source": [
        "### Load dataset"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TSAVpYtP5VaE"
      },
      "source": [
        "dataset = 'cifar10'\n",
        "batch_size = 512  # Reduce to 256 if running on a single GPU."
      ],
      "execution_count": 53,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ruzdzpsMNhGm",
        "outputId": "4c13e7b1-e6f4-4f24-efa8-9f1f9ae72160",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# Note the datasets are configured in input_pipeline.DATASET_PRESETS\n",
        "# Have a look in the editor at the right.\n",
        "num_classes = input_pipeline.get_dataset_info(dataset, 'train')['num_classes']\n",
        "# tf.data.Datset for training, infinite repeats.\n",
        "ds_train = input_pipeline.get_data(\n",
        "    dataset=dataset, mode='train', repeats=None, batch_size=batch_size,\n",
        ")\n",
        "# tf.data.Datset for evaluation, single repeat.\n",
        "ds_test = input_pipeline.get_data(\n",
        "    dataset=dataset, mode='test', repeats=1, batch_size=batch_size,\n",
        ")"
      ],
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "2020-10-22 15:51:32,564 [INFO] absl: Load dataset info from /root/tensorflow_datasets/cifar10/3.0.2\n",
            "2020-10-22 15:51:32,575 [INFO] absl: Load dataset info from /root/tensorflow_datasets/cifar10/3.0.2\n",
            "2020-10-22 15:51:32,583 [INFO] absl: Load dataset info from /root/tensorflow_datasets/cifar10/3.0.2\n",
            "2020-10-22 15:51:32,590 [INFO] absl: Reusing dataset cifar10 (/root/tensorflow_datasets/cifar10/3.0.2)\n",
            "2020-10-22 15:51:32,594 [INFO] absl: Constructing tf.data.Dataset for split train[:98%], from /root/tensorflow_datasets/cifar10/3.0.2\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/python/util/dispatch.py:201: sample_distorted_bounding_box (from tensorflow.python.ops.image_ops_impl) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "`seed2` arg is deprecated.Use sample_distorted_bounding_box_v2 instead.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "2020-10-22 15:51:33,088 [WARNING] tensorflow: From /usr/local/lib/python3.6/dist-packages/tensorflow/python/util/dispatch.py:201: sample_distorted_bounding_box (from tensorflow.python.ops.image_ops_impl) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "`seed2` arg is deprecated.Use sample_distorted_bounding_box_v2 instead.\n",
            "2020-10-22 15:51:33,223 [INFO] absl: Load dataset info from /root/tensorflow_datasets/cifar10/3.0.2\n",
            "2020-10-22 15:51:33,231 [INFO] absl: Load dataset info from /root/tensorflow_datasets/cifar10/3.0.2\n",
            "2020-10-22 15:51:33,237 [INFO] absl: Reusing dataset cifar10 (/root/tensorflow_datasets/cifar10/3.0.2)\n",
            "2020-10-22 15:51:33,241 [INFO] absl: Constructing tf.data.Dataset for split test, from /root/tensorflow_datasets/cifar10/3.0.2\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7c-LfxOJdj8_",
        "outputId": "9f91069e-8231-4cc3-bccd-a708b5743048",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# Fetch a batch of test images for illustration purposes.\n",
        "batch = next(iter(ds_test.as_numpy_iterator()))\n",
        "# Note the shape : [num_local_devices, local_batch_size, h, w, c]\n",
        "batch['image'].shape"
      ],
      "execution_count": 55,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(8, 64, 384, 384, 3)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 55
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rL0jQRBCgeJA",
        "outputId": "8f30c5fd-8e82-4a93-e6ef-01d920693344",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 540
        }
      },
      "source": [
        "# Show some imags with their labels.\n",
        "images, labels = batch['image'][0][:9], batch['label'][0][:9]\n",
        "titles = map(make_label_getter(dataset), labels.argmax(axis=1))\n",
        "show_img_grid(images, titles)"
      ],
      "execution_count": 58,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 648x648 with 9 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jFqi3h7yMEsB",
        "outputId": "94b5f12b-e2b9-456e-f51e-e5618a976b27",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 540
        }
      },
      "source": [
        "# Same as above, but with train images.\n",
        "# Do you spot a difference?\n",
        "# Check out input_pipeline.get_data() in the editor at your right to see how the\n",
        "# images are preprocessed differently.\n",
        "batch = next(iter(ds_train.as_numpy_iterator()))\n",
        "images, labels = batch['image'][0][:9], batch['label'][0][:9]\n",
        "titles = map(make_label_getter(dataset), labels.argmax(axis=1))\n",
        "show_img_grid(images, titles)"
      ],
      "execution_count": 147,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 648x648 with 9 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ehzbRTSN20E5"
      },
      "source": [
        "### Load pre-trained"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DMKr-4nK3DlT"
      },
      "source": [
        "# Load model definition & initialize random parameters.\n",
        "VisionTransformer = models.KNOWN_MODELS[model].partial(num_classes=num_classes)\n",
        "_, params = VisionTransformer.init_by_shape(\n",
        "    jax.random.PRNGKey(0),\n",
        "    # Discard the \"num_local_devices\" dimension of the batch for initialization.\n",
        "    [(batch['image'].shape[1:], batch['image'].dtype.name)])"
      ],
      "execution_count": 61,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zIXjOEDkvAWM",
        "outputId": "3a3d3ee5-1789-4dd7-a770-e4f63ed48a68",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# Load and convert pretrained checkpoint.\n",
        "# This involves loading the actual pre-trained model results, but then also also\n",
        "# modifying the parameters a bit, e.g. changing the final layers, and resizing\n",
        "# the positional embeddings.\n",
        "# For details, refer to the code and to the methods of the paper.\n",
        "params = checkpoint.load_pretrained(\n",
        "    pretrained_path=f'{model}.npz',\n",
        "    init_params=params,\n",
        "    model_config=models.CONFIGS[model],\n",
        "    logger=logger,\n",
        ")"
      ],
      "execution_count": 63,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "2020-10-22 15:57:49,688 [WARNING] vit_jax.logging: Inspect recovered empty keys:\n",
            "{'pre_logits'}\n",
            "2020-10-22 15:57:49,692 [INFO] vit_jax.logging: Inspect extra keys:\n",
            "{'pre_logits/kernel', 'pre_logits/bias'}\n",
            "2020-10-22 15:57:49,702 [INFO] vit_jax.logging: Resformer: drop-head variant\n",
            "2020-10-22 15:57:49,711 [INFO] vit_jax.logging: Resformer: resized variant: (1, 197, 768) to (1, 577, 768)\n",
            "2020-10-22 15:57:49,712 [INFO] vit_jax.logging: Resformer: grid-size from 14 to 24\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aQVKzhaR8o-J"
      },
      "source": [
        "### Evaluate"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WB6ywRTY-LOa",
        "outputId": "407d8e33-1099-4158-80d1-ceb08ffb1e50",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# So far, all our data is in the host memory. Let's now replicate the arrays\n",
        "# into the devices.\n",
        "# This will make every array in the pytree params become a ShardedDeviceArray\n",
        "# that has the same data replicated across all local devices.\n",
        "# For TPU it replicates the params in every core.\n",
        "# For a single GPU this simply moves the data onto the device.\n",
        "# For CPU it simply creates a copy.\n",
        "params_repl = flax.jax_utils.replicate(params)\n",
        "print('params.cls:', type(params['cls']).__name__, params['cls'].shape)\n",
        "print('params_repl.cls:', type(params_repl['cls']).__name__, params_repl['cls'].shape)"
      ],
      "execution_count": 81,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "params.cls: ndarray (1, 1, 768)\n",
            "params_repl.cls: ShardedDeviceArray (8, 1, 1, 768)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_unNxEZAK0Cu"
      },
      "source": [
        "# Then map the call to our model's forward pass onto all available devices.\n",
        "vit_apply_repl = jax.pmap(VisionTransformer.call)"
      ],
      "execution_count": 82,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZgjFBUQ88p4z"
      },
      "source": [
        "def get_accuracy(params_repl):\n",
        "  \"\"\"Returns accuracy evaluated on the test set.\"\"\"\n",
        "  good = total = 0\n",
        "  steps = input_pipeline.get_dataset_info(dataset, 'test')['num_examples'] // batch_size\n",
        "  for _, batch in zip(tqdm.notebook.trange(steps), ds_test.as_numpy_iterator()):\n",
        "    predicted = vit_apply_repl(params_repl, batch['image'])\n",
        "    is_same = predicted.argmax(axis=-1) == batch['label'].argmax(axis=-1)\n",
        "    good += is_same.sum()\n",
        "    total += len(is_same.flatten())\n",
        "  return good / total"
      ],
      "execution_count": 83,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3qc7j0lv-F6-",
        "outputId": "137620ce-39be-4c07-b6b3-59fd1fe5400e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 100,
          "referenced_widgets": [
            "8931f2c301b64e5aabb8bb5948709f04",
            "de36a46956da431cae0295fdcd79c830",
            "0a87a22aad4d434f9af36c3128605585",
            "679d81864d9e48698ee517c89fd94d93",
            "522f004c7c304816b4d7989f15ab7245",
            "e67551f7c7064d13add2affec66f5d0e",
            "3dc06ffb43a94462ba177a9ee6bdcb39",
            "f8fce7c448154cd294fee824204ba7d7"
          ]
        }
      },
      "source": [
        "# Random performance without fine-tuning.\n",
        "get_accuracy(params_repl)"
      ],
      "execution_count": 84,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "2020-10-22 16:19:29,245 [INFO] absl: Load dataset info from /root/tensorflow_datasets/cifar10/3.0.2\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "8931f2c301b64e5aabb8bb5948709f04",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, max=19.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "DeviceArray(0.10063734, dtype=float32)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 84
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HxMdU_e5NeoT"
      },
      "source": [
        "### Fine-tune"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MI62dexw8mGo"
      },
      "source": [
        "# 100 Steps take approximately 15 minutes in the TPU runtime.\n",
        "total_steps = 100\n",
        "warmup_steps = 5\n",
        "decay_type = 'cosine'\n",
        "grad_norm_clip = 1\n",
        "# This controls in how many forward passes the batch is split. 8 works well with\n",
        "# a TPU runtime that has 8 devices. 64 should work on a GPU. You can of course\n",
        "# also adjust the batch_size above, but that would require you to adjust the\n",
        "# learning rate accordingly.\n",
        "accum_steps = 8\n",
        "base_lr = 0.03"
      ],
      "execution_count": 87,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vzlfREb1ZHBY"
      },
      "source": [
        "# Check out train.make_update_fn in the editor on the right side for details.\n",
        "update_fn_repl = train.make_update_fn(VisionTransformer.call, accum_steps)\n",
        "# We use a momentum optimizer that uses half precision for state to save\n",
        "# memory. It als implements the gradient clipping.\n",
        "opt = momentum_clip.Optimizer(grad_norm_clip=grad_norm_clip).create(params)\n",
        "opt_repl = flax.jax_utils.replicate(opt)"
      ],
      "execution_count": 88,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RTU7OmgjHb-G"
      },
      "source": [
        "lr_fn = hyper.create_learning_rate_schedule(total_steps, base_lr, decay_type, warmup_steps)\n",
        "# Prefetch entire learning rate schedule onto devices. Otherwise we would have\n",
        "# a slow transfer from host to devices in every step.\n",
        "lr_iter = hyper.lr_prefetch_iter(lr_fn, 0, total_steps)\n",
        "# Initialize PRNGs for dropout.\n",
        "update_rngs = jax.random.split(jax.random.PRNGKey(0), jax.local_device_count())"
      ],
      "execution_count": 89,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zKn4IfUWHWPk",
        "outputId": "42296f8b-cfb8-488a-b97b-9d7074af3458",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 66,
          "referenced_widgets": [
            "1845e36bf64143338625917c1027e0ca",
            "cda9b330730d41fcaacc4321efd6215a",
            "4ef5419eaa604e4ba6aa037ada95dbc1",
            "72c08a7e23294e8fbc332f47625de6a1",
            "da7cad8346854c54baae49bfc6e9487d",
            "753c29354bdc4c4cbdd7218d2eacb939",
            "9b21c5a0596d4ca9992168f83bc47225",
            "f298dc80c6724fa2a052929735bed092"
          ]
        }
      },
      "source": [
        "# The world's simplest training loop.\n",
        "# Completes in ~20 min on the TPU runtime.\n",
        "for step, batch, lr_repl in zip(\n",
        "    tqdm.notebook.trange(1, total_steps + 1),\n",
        "    ds_train.as_numpy_iterator(),\n",
        "    lr_iter\n",
        "):\n",
        "\n",
        "  opt_repl, loss_repl, update_rngs = update_fn_repl(\n",
        "      opt_repl, lr_repl, batch, update_rngs)"
      ],
      "execution_count": 90,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "1845e36bf64143338625917c1027e0ca",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jJhKAMhMI2D6",
        "outputId": "b2111597-4b67-426d-ebec-ddf98c94515e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 100,
          "referenced_widgets": [
            "fd944cc7181b41a996afa28bdae13e4d",
            "f7200fa3f17347dfa1abd61ce0db427d",
            "c5d48246c0044a99863a03301d13cae9",
            "cc356df696a04b31af6509184648d235",
            "5bbec851e7454399b6f7d847f617b165",
            "da3842a0b3c44919adff4d86ce3b296b",
            "458d4ab91d32411ea85d870c7e06f82d",
            "665f8735170e44f08a050ab850fdd27e"
          ]
        }
      },
      "source": [
        "# Should be ~97.2% for CIFAR10\n",
        "# Should be ~71.2% for CIFAR100\n",
        "get_accuracy(opt_repl.target)"
      ],
      "execution_count": 91,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "2020-10-22 16:49:53,565 [INFO] absl: Load dataset info from /root/tensorflow_datasets/cifar10/3.0.2\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "fd944cc7181b41a996afa28bdae13e4d",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, max=19.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "DeviceArray(0.97234786, dtype=float32)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 91
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "N-wIdj_qnbIM"
      },
      "source": [
        "### Inference"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Djl2U4Xgnhqi",
        "outputId": "a464c5e3-fbdd-4269-b697-fc80fe47489c",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# Download model pre-trained on imagenet21k and fine-tuned on imagenet2012.\n",
        "![ -e \"$model\"_imagenet2012.npz ] || gsutil cp gs://vit_models/imagenet21k+imagenet2012/\"$model\".npz \"$model\"_imagenet2012.npz"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Copying gs://vit_models/imagenet21k+imagenet2012/ViT-B_16.npz...\n",
            "\\ [1 files][331.4 MiB/331.4 MiB]   11.8 MiB/s                                   \n",
            "Operation completed over 1 objects/331.4 MiB.                                    \n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TE7BoGkyoY7X"
      },
      "source": [
        "VisionTransformer = models.KNOWN_MODELS[model].partial(num_classes=1000)\n",
        "# Load and convert pretrained checkpoint.\n",
        "params = checkpoint.load(f'{model}_imagenet2012.npz')\n",
        "params['pre_logits'] = {}  # Need to restore empty leaf for Flax."
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "p3TTypN0gkwO",
        "outputId": "83335b65-648b-4e31-ef5f-b96fdcd3c0d3",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# Get imagenet labels.\n",
        "!wget https://storage.googleapis.com/bit_models/ilsvrc2012_wordnet_lemmas.txt\n",
        "imagenet_labels = dict(enumerate(open('ilsvrc2012_wordnet_lemmas.txt')))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2020-10-22 18:15:43--  https://storage.googleapis.com/bit_models/ilsvrc2012_wordnet_lemmas.txt\n",
            "Resolving storage.googleapis.com (storage.googleapis.com)... 173.194.193.128, 172.217.212.128, 172.217.214.128, ...\n",
            "Connecting to storage.googleapis.com (storage.googleapis.com)|173.194.193.128|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 21675 (21K) [text/plain]\n",
            "Saving to: ‘ilsvrc2012_wordnet_lemmas.txt.1’\n",
            "\n",
            "\r          ilsvrc201   0%[                    ]       0  --.-KB/s               \rilsvrc2012_wordnet_ 100%[===================>]  21.17K  --.-KB/s    in 0.004s  \n",
            "\n",
            "2020-10-22 18:15:43 (5.48 MB/s) - ‘ilsvrc2012_wordnet_lemmas.txt.1’ saved [21675/21675]\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IQwomPOopDlr",
        "outputId": "30c0330c-187a-427f-a1e3-ec403361bd48",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 673
        }
      },
      "source": [
        "# Get a random picture with the correct dimensions.\n",
        "!wget https://picsum.photos/384 -O picsum.jpg\n",
        "import PIL\n",
        "img = PIL.Image.open('picsum.jpg')\n",
        "img"
      ],
      "execution_count": 148,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2020-10-22 18:26:58--  https://picsum.photos/384\n",
            "Resolving picsum.photos (picsum.photos)... 104.26.5.30, 104.26.4.30, 172.67.74.163, ...\n",
            "Connecting to picsum.photos (picsum.photos)|104.26.5.30|:443... connected.\n",
            "HTTP request sent, awaiting response... 302 Found\n",
            "Location: https://i.picsum.photos/id/757/384/384.jpg?hmac=zpRYJHidvRCCAt-3LtpEepmDG2vCfTuOfVmlt0T-pJQ [following]\n",
            "--2020-10-22 18:26:58--  https://i.picsum.photos/id/757/384/384.jpg?hmac=zpRYJHidvRCCAt-3LtpEepmDG2vCfTuOfVmlt0T-pJQ\n",
            "Resolving i.picsum.photos (i.picsum.photos)... 104.26.5.30, 172.67.74.163, 104.26.4.30, ...\n",
            "Connecting to i.picsum.photos (i.picsum.photos)|104.26.5.30|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: unspecified [image/jpeg]\n",
            "Saving to: ‘picsum.jpg’\n",
            "\n",
            "picsum.jpg              [ <=>                ]  23.53K  --.-KB/s    in 0.1s    \n",
            "\n",
            "2020-10-22 18:27:00 (186 KB/s) - ‘picsum.jpg’ saved [24095]\n",
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=384x384 at 0x7FCDB6133BA8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 148
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wrvwNAGJshzb"
      },
      "source": [
        "# Predict on a batch with a single item (note very efficient TPU usage...)\n",
        "logits, = VisionTransformer.call(params, (np.array(img) / 128 - 1)[None, ...])"
      ],
      "execution_count": 149,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "64hwCdaehs42",
        "outputId": "be813a54-7646-4944-8552-ad496fe7c8b8",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "preds = flax.nn.softmax(logits)\n",
        "for idx in preds.argsort()[:-11:-1]:\n",
        "  print(f'{preds[idx]:.5f} : {imagenet_labels[idx]}', end='')"
      ],
      "execution_count": 150,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "0.76433 : convertible\n",
            "0.01839 : beach_wagon, station_wagon, wagon, estate_car, beach_waggon, station_waggon, waggon\n",
            "0.01566 : car_mirror\n",
            "0.01226 : cab, hack, taxi, taxicab\n",
            "0.01132 : limousine, limo\n",
            "0.01067 : golfcart, golf_cart\n",
            "0.01041 : recreational_vehicle, RV, R.V.\n",
            "0.01026 : Model_T\n",
            "0.00805 : minibus\n",
            "0.00767 : odometer, hodometer, mileometer, milometer\n"
          ],
          "name": "stdout"
        }
      ]
    }
  ]
}
